Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 3729 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 349.7 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
ftr_time is highly correlated with ftr_alt and 4 other fields | High correlation |
ftr_alt is highly correlated with ftr_time and 4 other fields | High correlation |
ftr_pres is highly correlated with ftr_time and 3 other fields | High correlation |
ftr_temp is highly correlated with ftr_time and 4 other fields | High correlation |
ftr_hum is highly correlated with ftr_LON | High correlation |
ftr_DP is highly correlated with ftr_time and 4 other fields | High correlation |
ftr_WF is highly correlated with ftr_VEF | High correlation |
ftr_VEF is highly correlated with ftr_WF | High correlation |
ftr_LON is highly correlated with ftr_time and 4 other fields | High correlation |
ftr_time has unique values | Unique |
ftr_alt has unique values | Unique |
Reproduction
| Analysis started | 2021-06-18 14:52:14.321465 |
|---|---|
| Analysis finished | 2021-06-18 14:55:04.356445 |
| Duration | 2 minutes and 50.03 seconds |
| Software version | pandas-profiling v2.12.0 |
| Download configuration | config.yaml |
| Distinct | 3729 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1979.554304 |
| Minimum | 0 |
|---|---|
| Maximum | 4229 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 191.4 |
| Q1 | 943 |
| median | 1974 |
| Q3 | 2978 |
| 95-th percentile | 3854.6 |
| Maximum | 4229 |
| Range | 4229 |
| Interquartile range (IQR) | 2035 |
Descriptive statistics
| Standard deviation | 1179.957404 |
|---|---|
| Coefficient of variation (CV) | 0.5960722581 |
| Kurtosis | -1.184143764 |
| Mean | 1979.554304 |
| Median Absolute Deviation (MAD) | 1018 |
| Skewness | 0.0653680396 |
| Sum | 7381758 |
| Variance | 1392299.476 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 597 | 1 | < 0.1% |
| 621 | 1 | < 0.1% |
| 2668 | 1 | < 0.1% |
| 617 | 1 | < 0.1% |
| 2664 | 1 | < 0.1% |
| 613 | 1 | < 0.1% |
| 2660 | 1 | < 0.1% |
| 609 | 1 | < 0.1% |
| 2656 | 1 | < 0.1% |
| Other values (3719) | 3719 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 4229 | 1 | |
| 4226 | 1 | |
| 4225 | 1 | |
| 4224 | 1 | |
| 4223 | 1 |
| Distinct | 3729 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9822.146897 |
| Minimum | 164.1 |
|---|---|
| Maximum | 21566.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 164.1 |
|---|---|
| 5-th percentile | 1096.132 |
| Q1 | 4319.45 |
| median | 9590.95 |
| Q3 | 15001.9 |
| 95-th percentile | 19554.044 |
| Maximum | 21566.76 |
| Range | 21402.66 |
| Interquartile range (IQR) | 10682.45 |
Descriptive statistics
| Standard deviation | 6068.135542 |
|---|---|
| Coefficient of variation (CV) | 0.6178013428 |
| Kurtosis | -1.228255086 |
| Mean | 9822.146897 |
| Median Absolute Deviation (MAD) | 5336.12 |
| Skewness | 0.138932928 |
| Sum | 36626785.78 |
| Variance | 36822268.96 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14013.43 | 1 | < 0.1% |
| 7636.68 | 1 | < 0.1% |
| 3497.47 | 1 | < 0.1% |
| 8897.34 | 1 | < 0.1% |
| 9451.29 | 1 | < 0.1% |
| 18096.06 | 1 | < 0.1% |
| 12317.01 | 1 | < 0.1% |
| 15024.98 | 1 | < 0.1% |
| 10584.69 | 1 | < 0.1% |
| 3994.76 | 1 | < 0.1% |
| Other values (3719) | 3719 |
| Value | Count | Frequency (%) |
| 164.1 | 1 | |
| 174.78 | 1 | |
| 181.64 | 1 | |
| 184.85 | 1 | |
| 190.04 | 1 |
| Value | Count | Frequency (%) |
| 21566.76 | 1 | |
| 21550.31 | 1 | |
| 21544.53 | 1 | |
| 21539.45 | 1 | |
| 21533.11 | 1 |
| Distinct | 3496 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 382.6783052 |
| Minimum | 43.1 |
|---|---|
| Maximum | 995.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 43.1 |
|---|---|
| 5-th percentile | 60.34 |
| Q1 | 131.4 |
| median | 304.2 |
| Q3 | 609.4 |
| 95-th percentile | 895.18 |
| Maximum | 995.9 |
| Range | 952.8 |
| Interquartile range (IQR) | 478 |
Descriptive statistics
| Standard deviation | 279.2458784 |
|---|---|
| Coefficient of variation (CV) | 0.7297144223 |
| Kurtosis | -0.9918627232 |
| Mean | 382.6783052 |
| Median Absolute Deviation (MAD) | 207.8 |
| Skewness | 0.5566674227 |
| Sum | 1427007.4 |
| Variance | 77978.26059 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.9 | 3 | 0.1% |
| 47.8 | 3 | 0.1% |
| 57.2 | 3 | 0.1% |
| 46 | 3 | 0.1% |
| 50.2 | 3 | 0.1% |
| 47.4 | 3 | 0.1% |
| 47.2 | 3 | 0.1% |
| 43.3 | 3 | 0.1% |
| 58.7 | 3 | 0.1% |
| 62.9 | 3 | 0.1% |
| Other values (3486) | 3699 |
| Value | Count | Frequency (%) |
| 43.1 | 1 | < 0.1% |
| 43.2 | 1 | < 0.1% |
| 43.3 | 3 | |
| 43.5 | 2 | |
| 43.7 | 2 |
| Value | Count | Frequency (%) |
| 995.9 | 1 | |
| 994.8 | 1 | |
| 994 | 1 | |
| 993.7 | 1 | |
| 993.1 | 1 |
| Distinct | 2689 |
|---|---|
| Distinct (%) | 72.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -31.12988737 |
| Minimum | -80.05 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2729 |
| Negative (%) | 73.2% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | -80.05 |
|---|---|
| 5-th percentile | -76.5 |
| Q1 | -67.81 |
| median | -31.09 |
| Q3 | 1.15 |
| 95-th percentile | 19.408 |
| Maximum | 23.5 |
| Range | 103.55 |
| Interquartile range (IQR) | 68.96 |
Descriptive statistics
| Standard deviation | 34.76340925 |
|---|---|
| Coefficient of variation (CV) | -1.116721331 |
| Kurtosis | -1.539961208 |
| Mean | -31.12988737 |
| Median Absolute Deviation (MAD) | 35.85 |
| Skewness | 0.08719578841 |
| Sum | -116083.35 |
| Variance | 1208.494623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.98 | 8 | 0.2% |
| 14.39 | 8 | 0.2% |
| 18.09 | 7 | 0.2% |
| 13.68 | 7 | 0.2% |
| -67.65 | 7 | 0.2% |
| 14.41 | 6 | 0.2% |
| 14.59 | 6 | 0.2% |
| 17.61 | 6 | 0.2% |
| 15.56 | 6 | 0.2% |
| -0.64 | 6 | 0.2% |
| Other values (2679) | 3662 |
| Value | Count | Frequency (%) |
| -80.05 | 1 | < 0.1% |
| -80 | 1 | < 0.1% |
| -79.97 | 1 | < 0.1% |
| -79.88 | 2 | |
| -79.85 | 3 |
| Value | Count | Frequency (%) |
| 23.5 | 1 | |
| 23.44 | 1 | |
| 23.38 | 1 | |
| 23.35 | 1 | |
| 23.32 | 2 |
| Distinct | 841 |
|---|---|
| Distinct (%) | 22.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.10404934 |
| Minimum | 5.1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 5.1 |
|---|---|
| 5-th percentile | 11.9 |
| Q1 | 29.2 |
| median | 69.1 |
| Q3 | 83.7 |
| 95-th percentile | 98.8 |
| Maximum | 100 |
| Range | 94.9 |
| Interquartile range (IQR) | 54.5 |
Descriptive statistics
| Standard deviation | 29.88342357 |
|---|---|
| Coefficient of variation (CV) | 0.4971948463 |
| Kurtosis | -1.279880987 |
| Mean | 60.10404934 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | -0.352246917 |
| Sum | 224128 |
| Variance | 893.0190045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 90 | 2.4% |
| 19.9 | 37 | 1.0% |
| 19.8 | 33 | 0.9% |
| 20 | 31 | 0.8% |
| 98.2 | 28 | 0.8% |
| 20.1 | 25 | 0.7% |
| 14.6 | 25 | 0.7% |
| 98.7 | 20 | 0.5% |
| 98 | 19 | 0.5% |
| 14.7 | 19 | 0.5% |
| Other values (831) | 3402 |
| Value | Count | Frequency (%) |
| 5.1 | 1 | < 0.1% |
| 5.2 | 4 | |
| 5.3 | 6 | |
| 5.4 | 2 | 0.1% |
| 5.5 | 4 |
| Value | Count | Frequency (%) |
| 100 | 90 | |
| 99.9 | 10 | 0.3% |
| 99.8 | 7 | 0.2% |
| 99.7 | 10 | 0.3% |
| 99.6 | 6 | 0.2% |
| Distinct | 1003 |
|---|---|
| Distinct (%) | 26.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -36.50329847 |
| Minimum | -89.3 |
|---|---|
| Maximum | 22.8 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 2735 |
| Negative (%) | 73.3% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | -89.3 |
|---|---|
| 5-th percentile | -86.2 |
| Q1 | -78.7 |
| median | -35.1 |
| Q3 | 0.9 |
| 95-th percentile | 16.8 |
| Maximum | 22.8 |
| Range | 112.1 |
| Interquartile range (IQR) | 79.6 |
Descriptive statistics
| Standard deviation | 37.59244346 |
|---|---|
| Coefficient of variation (CV) | -1.029836892 |
| Kurtosis | -1.553442418 |
| Mean | -36.50329847 |
| Median Absolute Deviation (MAD) | 37.4 |
| Skewness | -0.02077239716 |
| Sum | -136120.8 |
| Variance | 1413.191805 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.7 | 26 | 0.7% |
| -82 | 22 | 0.6% |
| -81.9 | 21 | 0.6% |
| 2.4 | 20 | 0.5% |
| 1.6 | 19 | 0.5% |
| -81.8 | 19 | 0.5% |
| -85.5 | 18 | 0.5% |
| -85.6 | 18 | 0.5% |
| 2.5 | 18 | 0.5% |
| 2.8 | 18 | 0.5% |
| Other values (993) | 3530 |
| Value | Count | Frequency (%) |
| -89.3 | 1 | < 0.1% |
| -89.2 | 2 | 0.1% |
| -89.1 | 7 | |
| -89 | 7 | |
| -88.9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 22.8 | 4 | 0.1% |
| 22.7 | 10 | |
| 22.6 | 6 | |
| 22.5 | 6 | |
| 22.4 | 3 | 0.1% |
| Distinct | 1599 |
|---|---|
| Distinct (%) | 42.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.62392599 |
| Minimum | 2 |
|---|---|
| Maximum | 27.82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5.46 |
| Q1 | 7.62 |
| median | 10.71 |
| Q3 | 16.78 |
| 95-th percentile | 25.886 |
| Maximum | 27.82 |
| Range | 25.82 |
| Interquartile range (IQR) | 9.16 |
Descriptive statistics
| Standard deviation | 6.390735287 |
|---|---|
| Coefficient of variation (CV) | 0.5062399205 |
| Kurtosis | -0.4145815721 |
| Mean | 12.62392599 |
| Median Absolute Deviation (MAD) | 3.56 |
| Skewness | 0.8461084955 |
| Sum | 47074.62 |
| Variance | 40.84149751 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.35 | 16 | 0.4% |
| 7.11 | 13 | 0.3% |
| 7.57 | 12 | 0.3% |
| 6.46 | 11 | 0.3% |
| 6.48 | 11 | 0.3% |
| 9.65 | 11 | 0.3% |
| 6.53 | 11 | 0.3% |
| 20.2 | 10 | 0.3% |
| 8.61 | 10 | 0.3% |
| 7.62 | 10 | 0.3% |
| Other values (1589) | 3614 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 2.01 | 2 | |
| 2.05 | 1 | |
| 2.07 | 1 | |
| 2.1 | 1 |
| Value | Count | Frequency (%) |
| 27.82 | 2 | |
| 27.81 | 1 | |
| 27.8 | 1 | |
| 27.78 | 1 | |
| 27.77 | 1 |
ftr_WD
Real number (ℝ≥0)
| Distinct | 1119 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.8400644 |
| Minimum | 51.4 |
|---|---|
| Maximum | 241.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 51.4 |
|---|---|
| 5-th percentile | 55.5 |
| Q1 | 86.2 |
| median | 95.4 |
| Q3 | 115.7 |
| 95-th percentile | 226.6 |
| Maximum | 241.4 |
| Range | 190 |
| Interquartile range (IQR) | 29.5 |
Descriptive statistics
| Standard deviation | 48.35693956 |
|---|---|
| Coefficient of variation (CV) | 0.4323758202 |
| Kurtosis | 0.7862622877 |
| Mean | 111.8400644 |
| Median Absolute Deviation (MAD) | 12.3 |
| Skewness | 1.362321189 |
| Sum | 417051.6 |
| Variance | 2338.393604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99.2 | 21 | 0.6% |
| 94 | 21 | 0.6% |
| 94.7 | 21 | 0.6% |
| 54.8 | 20 | 0.5% |
| 94.6 | 18 | 0.5% |
| 92.7 | 18 | 0.5% |
| 87.1 | 17 | 0.5% |
| 91.6 | 17 | 0.5% |
| 96.1 | 17 | 0.5% |
| 95.4 | 17 | 0.5% |
| Other values (1109) | 3542 |
| Value | Count | Frequency (%) |
| 51.4 | 2 | |
| 51.5 | 2 | |
| 51.6 | 2 | |
| 51.7 | 2 | |
| 51.8 | 1 |
| Value | Count | Frequency (%) |
| 241.4 | 1 | |
| 241.3 | 2 | |
| 241.1 | 1 | |
| 240.9 | 2 | |
| 240.8 | 1 |
| Distinct | 357 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -10.41753821 |
| Minimum | -27.8 |
|---|---|
| Maximum | 7.9 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 3225 |
| Negative (%) | 86.5% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | -27.8 |
|---|---|
| 5-th percentile | -25.5 |
| Q1 | -14.1 |
| median | -10.2 |
| Q3 | -6.3 |
| 95-th percentile | 5.3 |
| Maximum | 7.9 |
| Range | 35.7 |
| Interquartile range (IQR) | 7.8 |
Descriptive statistics
| Standard deviation | 8.549260393 |
|---|---|
| Coefficient of variation (CV) | -0.8206603343 |
| Kurtosis | -0.3954994455 |
| Mean | -10.41753821 |
| Median Absolute Deviation (MAD) | 3.9 |
| Skewness | 0.00333289412 |
| Sum | -38847 |
| Variance | 73.08985327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -10.8 | 85 | 2.3% |
| -7.4 | 44 | 1.2% |
| -11.1 | 44 | 1.2% |
| -13.9 | 44 | 1.2% |
| -10.9 | 43 | 1.2% |
| -8.6 | 43 | 1.2% |
| -10.7 | 40 | 1.1% |
| -8.7 | 39 | 1.0% |
| -8 | 38 | 1.0% |
| -14.1 | 38 | 1.0% |
| Other values (347) | 3271 |
| Value | Count | Frequency (%) |
| -27.8 | 4 | |
| -27.7 | 6 | |
| -27.6 | 4 | |
| -27.5 | 5 | |
| -27.4 | 5 |
| Value | Count | Frequency (%) |
| 7.9 | 3 | 0.1% |
| 7.8 | 3 | 0.1% |
| 7.7 | 6 | |
| 7.6 | 13 | |
| 7.5 | 2 | 0.1% |
ftr_VNF
Real number (ℝ)
| Distinct | 184 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8362295522 |
| Minimum | -10.9 |
|---|---|
| Maximum | 7.5 |
| Zeros | 27 |
| Zeros (%) | 0.7% |
| Negative | 1266 |
| Negative (%) | 34.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | -10.9 |
|---|---|
| 5-th percentile | -8.7 |
| Q1 | -1.2 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 6.8 |
| Maximum | 7.5 |
| Range | 18.4 |
| Interquartile range (IQR) | 5.2 |
Descriptive statistics
| Standard deviation | 4.229665295 |
|---|---|
| Coefficient of variation (CV) | 5.058019396 |
| Kurtosis | 0.3538876118 |
| Mean | 0.8362295522 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | -0.7680518726 |
| Sum | 3118.3 |
| Variance | 17.89006851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7 | 80 | 2.1% |
| 0.6 | 73 | 2.0% |
| 0.9 | 72 | 1.9% |
| 0.4 | 71 | 1.9% |
| 1.1 | 67 | 1.8% |
| 0.5 | 64 | 1.7% |
| 1.6 | 60 | 1.6% |
| 5.4 | 60 | 1.6% |
| 1.2 | 54 | 1.4% |
| 0.8 | 53 | 1.4% |
| Other values (174) | 3075 |
| Value | Count | Frequency (%) |
| -10.9 | 12 | |
| -10.8 | 4 | 0.1% |
| -10.7 | 22 | |
| -10.6 | 9 | |
| -10.5 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 7.5 | 10 | 0.3% |
| 7.4 | 22 | |
| 7.3 | 16 | |
| 7.2 | 21 | |
| 7.1 | 30 |
ftr_LAT
Real number (ℝ≥0)
| Distinct | 2636 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.024448209 |
| Minimum | 8.000892 |
|---|---|
| Maximum | 8.043898 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 8.000892 |
|---|---|
| 5-th percentile | 8.005005 |
| Q1 | 8.011932 |
| median | 8.023506 |
| Q3 | 8.038214 |
| 95-th percentile | 8.043468 |
| Maximum | 8.043898 |
| Range | 0.043006 |
| Interquartile range (IQR) | 0.026282 |
Descriptive statistics
| Standard deviation | 0.01302979926 |
|---|---|
| Coefficient of variation (CV) | 0.001623762646 |
| Kurtosis | -1.334399587 |
| Mean | 8.024448209 |
| Median Absolute Deviation (MAD) | 0.012634 |
| Skewness | -0.01566025267 |
| Sum | 29923.16737 |
| Variance | 0.0001697756687 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.038162 | 8 | 0.2% |
| 8.011331 | 8 | 0.2% |
| 8.019553 | 8 | 0.2% |
| 8.038203 | 8 | 0.2% |
| 8.043709 | 7 | 0.2% |
| 8.019593 | 7 | 0.2% |
| 8.043772 | 7 | 0.2% |
| 8.038157 | 7 | 0.2% |
| 8.03822 | 7 | 0.2% |
| 8.04372 | 6 | 0.2% |
| Other values (2626) | 3656 |
| Value | Count | Frequency (%) |
| 8.000892 | 2 | |
| 8.000914 | 1 | |
| 8.000949 | 2 | |
| 8.000955 | 1 | |
| 8.001 | 1 |
| Value | Count | Frequency (%) |
| 8.043898 | 1 | |
| 8.043892 | 2 | |
| 8.043875 | 1 | |
| 8.043863 | 1 | |
| 8.043858 | 1 |
| Distinct | 3537 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.297044363 |
| Minimum | 2.01786 |
|---|---|
| Maximum | 2.446152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 KiB |
Quantile statistics
| Minimum | 2.01786 |
|---|---|
| 5-th percentile | 2.0679296 |
| Q1 | 2.16087 |
| median | 2.341759 |
| Q3 | 2.42741 |
| 95-th percentile | 2.4455076 |
| Maximum | 2.446152 |
| Range | 0.428292 |
| Interquartile range (IQR) | 0.26654 |
Descriptive statistics
| Standard deviation | 0.1360069914 |
|---|---|
| Coefficient of variation (CV) | 0.05920956232 |
| Kurtosis | -1.255356498 |
| Mean | 2.297044363 |
| Median Absolute Deviation (MAD) | 0.097248 |
| Skewness | -0.5009675136 |
| Sum | 8565.678431 |
| Variance | 0.01849790171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.44492 | 6 | 0.2% |
| 2.445894 | 5 | 0.1% |
| 2.44602 | 5 | 0.1% |
| 2.445928 | 5 | 0.1% |
| 2.445951 | 5 | 0.1% |
| 2.445877 | 5 | 0.1% |
| 2.445814 | 5 | 0.1% |
| 2.445819 | 4 | 0.1% |
| 2.445453 | 4 | 0.1% |
| 2.445854 | 4 | 0.1% |
| Other values (3527) | 3681 |
| Value | Count | Frequency (%) |
| 2.01786 | 1 | |
| 2.01845 | 1 | |
| 2.018633 | 1 | |
| 2.018817 | 1 | |
| 2.018994 | 1 |
| Value | Count | Frequency (%) |
| 2.446152 | 1 | |
| 2.446146 | 1 | |
| 2.44614 | 1 | |
| 2.446129 | 1 | |
| 2.446123 | 2 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| ftr_time | ftr_alt | ftr_pres | ftr_temp | ftr_hum | ftr_DP | ftr_WF | ftr_WD | ftr_VEF | ftr_VNF | ftr_LAT | ftr_LON | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 164.10 | 995.9 | 23.50 | 90.0 | 21.8 | 2.00 | 155.0 | -1.4 | 2.1 | 8.000892 | 2.427891 |
| 1 | 2 | 174.78 | 994.8 | 23.44 | 96.0 | 22.8 | 2.50 | 146.5 | -1.4 | 2.1 | 8.000892 | 2.427886 |
| 2 | 3 | 181.64 | 994.0 | 23.38 | 96.1 | 22.7 | 2.44 | 146.5 | -1.3 | 2.0 | 8.000914 | 2.427897 |
| 3 | 4 | 184.85 | 993.7 | 23.32 | 96.4 | 22.7 | 2.36 | 147.4 | -1.3 | 2.0 | 8.000955 | 2.427909 |
| 4 | 5 | 190.04 | 993.1 | 23.32 | 96.6 | 22.7 | 2.26 | 149.5 | -1.1 | 1.9 | 8.001006 | 2.427932 |
| 5 | 6 | 197.70 | 992.2 | 23.23 | 96.9 | 22.7 | 2.15 | 152.4 | -1.0 | 1.9 | 8.001000 | 2.427943 |
| 6 | 7 | 203.97 | 991.5 | 23.29 | 96.7 | 22.7 | 2.07 | 155.7 | -0.9 | 1.9 | 8.000949 | 2.427920 |
| 7 | 8 | 210.88 | 990.7 | 23.35 | 96.5 | 22.8 | 2.01 | 159.2 | -0.7 | 1.9 | 8.000949 | 2.427851 |
| 8 | 9 | 213.16 | 990.7 | 23.29 | 96.8 | 22.8 | 2.00 | 163.0 | -0.6 | 1.9 | 8.001006 | 2.427794 |
| 9 | 10 | 216.51 | 990.3 | 23.29 | 97.1 | 22.8 | 2.01 | 167.1 | -0.4 | 2.0 | 8.001104 | 2.427771 |
Last rows
| ftr_time | ftr_alt | ftr_pres | ftr_temp | ftr_hum | ftr_DP | ftr_WF | ftr_WD | ftr_VEF | ftr_VNF | ftr_LAT | ftr_LON | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3719 | 4212 | 21475.05 | 43.8 | -67.28 | 5.3 | -85.7 | 22.21 | 76.7 | -21.6 | -5.1 | 8.021971 | 2.021229 |
| 3720 | 4213 | 21481.02 | 43.7 | -67.17 | 5.3 | -85.7 | 22.25 | 76.5 | -21.6 | -5.2 | 8.021931 | 2.021051 |
| 3721 | 4214 | 21485.69 | 43.7 | -67.17 | 5.3 | -85.7 | 22.28 | 76.4 | -21.7 | -5.2 | 8.021890 | 2.020862 |
| 3722 | 4218 | 21505.95 | 43.5 | -66.97 | 5.3 | -85.5 | 22.30 | 76.2 | -21.7 | -5.3 | 8.021644 | 2.020009 |
| 3723 | 4219 | 21512.26 | 43.5 | -66.86 | 5.2 | -85.5 | 22.32 | 76.0 | -21.7 | -5.4 | 8.021598 | 2.019785 |
| 3724 | 4223 | 21533.11 | 43.3 | -66.95 | 5.3 | -85.5 | 22.33 | 75.9 | -21.7 | -5.4 | 8.021392 | 2.018994 |
| 3725 | 4224 | 21539.45 | 43.3 | -66.88 | 5.2 | -85.5 | 22.34 | 75.9 | -21.7 | -5.5 | 8.021335 | 2.018817 |
| 3726 | 4225 | 21544.53 | 43.3 | -67.02 | 5.2 | -85.6 | 22.36 | 75.8 | -21.7 | -5.5 | 8.021283 | 2.018633 |
| 3727 | 4226 | 21550.31 | 43.2 | -67.15 | 5.2 | -85.8 | 22.37 | 75.8 | -21.7 | -5.5 | 8.021214 | 2.018450 |
| 3728 | 4229 | 21566.76 | 43.1 | -66.95 | 5.1 | -85.7 | 22.37 | 75.8 | -21.7 | -5.5 | 8.020974 | 2.017860 |